Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	182
Missing cells	34
Missing cells (%)	1.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	18.5 KiB
Average record size in memory	104.0 B

Variable types

NUM	10
CAT	2

Warnings

`Deaths` is highly correlated with `Confirmed cases`	High correlation
`Confirmed cases` is highly correlated with `Deaths`	High correlation
`Density` has 4 (2.2%) missing values	Missing
`GDP` has 13 (7.1%) missing values	Missing
`GDP per cap` has 14 (7.7%) missing values	Missing
`Temperature` has 3 (1.6%) missing values	Missing
`Country name` has unique values	Unique
`Normalized cases` has unique values	Unique
`Population` has unique values	Unique
`Deaths` has 12 (6.6%) zeros	Zeros
`Mortality rate` has 12 (6.6%) zeros	Zeros
`Normalized deaths` has 12 (6.6%) zeros	Zeros

Reproduction

Analysis started	2020-10-14 18:58:56.834824
Analysis finished	2020-10-14 18:59:19.757245
Duration	22.92 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Country name
Categorical

UNIQUE

Distinct	182
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

Kazakhstan	1
Somalia	1
Malaysia	1
Kuwait	1
Qatar	1
Other values (177)	177

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Kazakhstan	1	0.5%
Somalia	1	0.5%
Malaysia	1	0.5%
Kuwait	1	0.5%
Qatar	1	0.5%
Chad	1	0.5%
Uganda	1	0.5%
Myanmar	1	0.5%
Russian Federation	1	0.5%
Turkey	1	0.5%
Other values (172)	172	94.5%

Frequencies of value counts

Unique

Unique	182 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	30
Median length	7.5
Mean length	8.994505495
Min length	4

Confirmed cases
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	180
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	179868.1209
Minimum	19
Maximum	7078039
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	19
5-th percentile	118.3
Q1	2930.25
median	13379.5
Q3	76426.75
95-th percentile	663645.8
Maximum	7078039
Range	7078020
Interquartile range (IQR)	73496.5

Descriptive statistics

Standard deviation	772821.5889
Coefficient of variation (CV)	4.296601227
Kurtosis	57.20586691
Mean	179868.1209
Median Absolute Deviation (MAD)	13143
Skewness	7.390940697
Sum	32735998
Variance	5.972532083e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	2	1.1%
24	2	1.1%
46222	1	0.5%
10918	1	0.5%
312966	1	0.5%
133592	1	0.5%
4038	1	0.5%
10593	1	0.5%
77289	1	0.5%
8600	1	0.5%
Other values (170)	170	93.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19	1	0.5%
23	1	0.5%
24	2	1.1%
27	2	1.1%
32	1	0.5%

Value	Count	Frequency (%)
7078039	1	0.5%
5903932	1	0.5%
4717991	1	0.5%
1138509	1	0.5%
806038	1	0.5%

Deaths
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	156
Distinct (%)	85.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5453.186813
Minimum	0
Maximum	204486
Zeros	12
Zeros (%)	6.6%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	50
median	228
Q3	1450
95-th percentile	25389.1
Maximum	204486
Range	204486
Interquartile range (IQR)	1400

Descriptive statistics

Standard deviation	21079.5338
Coefficient of variation (CV)	3.865544042
Kurtosis	54.80942089
Mean	5453.186813
Median Absolute Deviation (MAD)	225
Skewness	6.897436586
Sum	992480
Variance	444346745
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	6.6%
120	3	1.6%
7	3	1.6%
89	3	1.6%
56	2	1.1%
10	2	1.1%
54	2	1.1%
2	2	1.1%
35	2	1.1%
83	2	1.1%
Other values (146)	149	81.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	6.6%
1	2	1.1%
2	2	1.1%
3	2	1.1%
7	3	1.6%

Value	Count	Frequency (%)
204486	1	0.5%
141406	1	0.5%
93379	1	0.5%
76243	1	0.5%
42060	1	0.5%

Mortality rate
Real number (ℝ_≥0)

ZEROS

Distinct	171
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.552053055
Minimum	0
Maximum	28.91625616
Zeros	12
Zeros (%)	6.6%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.063697698
median	2.004451378
Q3	3.07198272
95-th percentile	6.143558181
Maximum	28.91625616
Range	28.91625616
Interquartile range (IQR)	2.008285023

Descriptive statistics

Standard deviation	2.807437597
Coefficient of variation (CV)	1.100070232
Kurtosis	43.15441953
Mean	2.552053055
Median Absolute Deviation (MAD)	1.030930493
Skewness	5.189136992
Sum	464.4736559
Variance	7.881705859
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	6.6%
0.564516129	1	0.5%
0.5334325766	1	0.5%
2.109746794	1	0.5%
3.138313578	1	0.5%
4.220779221	1	0.5%
3.707389263	1	0.5%
1.77107106	1	0.5%
2.2172949	1	0.5%
2.906915362	1	0.5%
Other values (161)	161	88.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	6.6%
0.04680592875	1	0.5%
0.1714056868	1	0.5%
0.206185567	1	0.5%
0.3384768542	1	0.5%

Value	Count	Frequency (%)
28.91625616	1	0.5%
11.62529535	1	0.5%
10.4955598	1	0.5%
9.740237184	1	0.5%
8.841963423	1	0.5%

Normalized cases
Real number (ℝ_≥0)

UNIQUE

Distinct	182
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.005141533272
Minimum	3.208054169e-06
Maximum	0.04408440902
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	3.208054169e-06
5-th percentile	6.08240163e-05
Q1	0.0005400364503
median	0.002313203049
Q3	0.006527223168
95-th percentile	0.02155899637
Maximum	0.04408440902
Range	0.04408120097
Interquartile range (IQR)	0.005987186717

Descriptive statistics

Standard deviation	0.00728867012
Coefficient of variation (CV)	1.417606331
Kurtosis	8.02935238
Mean	0.005141533272
Median Absolute Deviation (MAD)	0.002122264195
Skewness	2.539030926
Sum	0.9357590556
Variance	5.312471212e-05
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02508477572	1	0.5%
0.008117843078	1	0.5%
0.001607641129	1	0.5%
0.004631705149	1	0.5%
0.005389590391	1	0.5%
0.01328126008	1	0.5%
0.01659109635	1	0.5%
0.006460998643	1	0.5%
0.003980218926	1	0.5%
0.004236105944	1	0.5%
Other values (172)	172	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.208054169e-06	1	0.5%
8.775035551e-06	1	0.5%
1.108207196e-05	1	0.5%
1.674092724e-05	1	0.5%
2.087974889e-05	1	0.5%

Value	Count	Frequency (%)
0.04408440902	1	0.5%
0.04190602813	1	0.5%
0.02592949057	1	0.5%
0.02508477572	1	0.5%
0.02452982268	1	0.5%

Normalized deaths
Real number (ℝ_≥0)

ZEROS

Distinct	171
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0001256206685
Minimum	0
Maximum	0.001240401654
Zeros	12
Zeros (%)	6.6%
Memory size	1.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7.937106138e-06
median	3.814220071e-05
Q3	0.0001347256289
95-th percentile	0.0006289996624
Maximum	0.001240401654
Range	0.001240401654
Interquartile range (IQR)	0.0001267885228

Descriptive statistics

Standard deviation	0.0002077637775
Coefficient of variation (CV)	1.653898041
Kurtosis	7.059255383
Mean	0.0001256206685
Median Absolute Deviation (MAD)	3.46151412e-05
Skewness	2.546178874
Sum	0.02286296167
Variance	4.316578725e-08
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	6.6%
6.410710938e-06	1	0.5%
2.767683421e-05	1	0.5%
8.067365435e-06	1	0.5%
8.984986084e-05	1	0.5%
8.672590624e-08	1	0.5%
6.923849199e-06	1	0.5%
1.225201636e-05	1	0.5%
5.089558215e-06	1	0.5%
6.992518006e-05	1	0.5%
Other values (161)	161	88.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	6.6%
8.672590624e-08	1	0.5%
3.620348656e-07	1	0.5%
3.628367807e-07	1	0.5%
5.962482227e-07	1	0.5%

Value	Count	Frequency (%)
0.001240401654	1	0.5%
0.0009854368993	1	0.5%
0.0008685085538	1	0.5%
0.0006870446709	1	0.5%
0.0006799211333	1	0.5%

Population
Real number (ℝ_≥0)

UNIQUE

Distinct	182
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	41767618.13
Minimum	33860
Maximum	1397715000
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	33860
5-th percentile	115542.35
Q1	2689938.75
median	9758033
Q3	30404901
95-th percentile	127509999.1
Maximum	1397715000
Range	1397681140
Interquartile range (IQR)	27714962.25

Descriptive statistics

Standard deviation	149477394.3
Coefficient of variation (CV)	3.578786654
Kurtosis	70.98771675
Mean	41767618.13
Median Absolute Deviation (MAD)	8584680.5
Skewness	8.139757544
Sum	7601706500
Variance	2.234349141e+16
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1326590	1	0.5%
10285453	1	0.5%
2657637	1	0.5%
108116615	1	0.5%
9321018	1	0.5%
47076781	1	0.5%
11694719	1	0.5%
82913906	1	0.5%
11062113	1	0.5%
1394973	1	0.5%
Other values (172)	172	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
33860	1	0.5%
38019	1	0.5%
38964	1	0.5%
52823	1	0.5%
71808	1	0.5%

Value	Count	Frequency (%)
1397715000	1	0.5%
1366417754	1	0.5%
328239523	1	0.5%
270625568	1	0.5%
216565318	1	0.5%

Density
Real number (ℝ_≥0)

MISSING

Distinct	178
Distinct (%)	100.0%
Missing	4
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	209.5786809
Minimum	2.040608667
Maximum	7952.998418
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	2.040608667
5-th percentile	4.242617277
Q1	37.143092
median	83.9494918
Q3	204.4878176
95-th percentile	572.1161289
Maximum	7952.998418
Range	7950.95781
Interquartile range (IQR)	167.3447256

Descriptive statistics

Standard deviation	642.2765771
Coefficient of variation (CV)	3.064608358
Kurtosis	121.1225835
Mean	209.5786809
Median Absolute Deviation (MAD)	58.92283055
Skewness	10.28863622
Sum	37305.0052
Variance	412519.2015
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
563.0833333	1	0.5%
74.44132338	1	0.5%
53.97785291	1	0.5%
623.3019704	1	0.5%
219.9785759	1	0.5%
309.8814672	1	0.5%
93.67719744	1	0.5%
63.5790788	1	0.5%
69.43781291	1	0.5%
113.2855865	1	0.5%
Other values (168)	168	92.3%
(Missing)	4	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.040608667	1	0.5%
2.973745582	1	0.5%
3.24787091	1	0.5%
3.518413965	1	0.5%
3.69225	1	0.5%

Value	Count	Frequency (%)
7952.998418	1	0.5%
2017.2737	1	0.5%
1718.986667	1	0.5%
1514.46875	1	0.5%
1239.579312	1	0.5%

Income group
Categorical

Distinct	4
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

High income	59
Upper middle income	49
Lower middle income	46
Low income	28

Frequencies
Length

Value	Count	Frequency (%)
High income	59	32.4%
Upper middle income	49	26.9%
Lower middle income	46	25.3%
Low income	28	15.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	19
Mean length	15.02197802
Min length	10

GDP
Real number (ℝ_≥0)

MISSING

Distinct	169
Distinct (%)	100.0%
Missing	13
Missing (%)	7.1%
Infinite	0
Infinite (%)	0.0%

Mean	5.037484902e+11
Minimum	429016605.2
Maximum	2.137441888e+13
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	429016605.2
5-th percentile	1710409541
Q1	1.2827e+10
median	4.73196242e+10
Q3	2.619212448e+11
95-th percentile	1.798425076e+12
Maximum	2.137441888e+13
Range	2.137398986e+13
Interquartile range (IQR)	2.490942448e+11

Descriptive statistics

Standard deviation	2.060973586e+12
Coefficient of variation (CV)	4.091274963
Kurtosis	74.58857394
Mean	5.037484902e+11
Median Absolute Deviation (MAD)	4.303918056e+10
Skewness	8.196291421
Sum	8.513349484e+13
Variance	4.247612121e+24
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.418044456e+10	1	0.5%
2.827113185e+12	1	0.5%
1.269482339e+10	1	0.5%
4.211422679e+11	1	0.5%
4.463147395e+11	1	0.5%
6.698363422e+10	1	0.5%
1.347611989e+11	1	0.5%
2122450630	1	0.5%
3941474311	1	0.5%
1.131495134e+10	1	0.5%
Other values (159)	159	87.4%
(Missing)	13	7.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
429016605.2	1	0.5%
596033333.3	1	0.5%
825385185.2	1	0.5%
1050992593	1	0.5%
1185728677	1	0.5%

Value	Count	Frequency (%)
2.137441888e+13	1	0.5%
1.434290284e+13	1	0.5%
5.081769542e+12	1	0.5%
3.845630031e+12	1	0.5%
2.875142315e+12	1	0.5%

GDP per cap
Real number (ℝ_≥0)

MISSING

Distinct	168
Distinct (%)	100.0%
Missing	14
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%

Mean	22175.6635
Minimum	782.8165888
Maximum	121292.7393
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	782.8165888
5-th percentile	1680.403633
Q1	5398.131919
median	14747.94751
Q3	32413.60122
95-th percentile	63059.12378
Maximum	121292.7393
Range	120509.9227
Interquartile range (IQR)	27015.4693

Descriptive statistics

Standard deviation	22028.46479
Coefficient of variation (CV)	0.9933621509
Kurtosis	3.091410365
Mean	22175.6635
Median Absolute Deviation (MAD)	11200.9632
Skewness	1.620091315
Sum	3725511.468
Variance	485253261
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5355.27019	1	0.5%
9086.060696	1	0.5%
2423.828765	1	0.5%
59110.56256	1	0.5%
3252.546371	1	0.5%
17956.1054	1	0.5%
13620.11848	1	0.5%
65118.35833	1	0.5%
31399.41567	1	0.5%
15636.55376	1	0.5%
Other values (158)	158	86.8%
(Missing)	14	7.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
782.8165888	1	0.5%
984.0280497	1	0.5%
1103.643616	1	0.5%
1143.453225	1	0.5%
1269.601399	1	0.5%

Value	Count	Frequency (%)
121292.7393	1	0.5%
101375.7753	1	0.5%
96490.98387	1	0.5%
88240.90103	1	0.5%
70989.25813	1	0.5%

Temperature
Real number (ℝ)

MISSING

Distinct	142
Distinct (%)	79.3%
Missing	3
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	18.51111732
Minimum	-5.1
Maximum	28.29
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 KiB

Quantile statistics

Minimum	-5.1
5-th percentile	5.46
Q1	10.625
median	21.85
Q3	25.325
95-th percentile	27.155
Maximum	28.29
Range	33.39
Interquartile range (IQR)	14.7

Descriptive statistics

Standard deviation	8.17998447
Coefficient of variation (CV)	0.4418957716
Kurtosis	-0.8311948856
Mean	18.51111732
Median Absolute Deviation (MAD)	4.7
Skewness	-0.6792847937
Sum	3313.49
Variance	66.91214594
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.15	5	2.7%
10.55	4	2.2%
26.8	3	1.6%
24.55	3	1.6%
26	3	1.6%
19.2	3	1.6%
21.4	3	1.6%
24.9	3	1.6%
17.75	2	1.1%
25.25	2	1.1%
Other values (132)	148	81.3%
(Missing)	3	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.1	1	0.5%
-0.7	1	0.5%
1.5	1	0.5%
1.55	1	0.5%
1.7	1	0.5%

Value	Count	Frequency (%)
28.29	1	0.5%
28.25	1	0.5%
28	1	0.5%
27.85	1	0.5%
27.65	2	1.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	Country name	Confirmed cases	Deaths	Mortality rate	Normalized cases	Normalized deaths	Population	Density	Income group	GDP	GDP per cap	Temperature
0	Afghanistan	39192.0	1453.0	3.707389	0.001030	0.000038	38041754.0	56.937760	Low income	1.910135e+10	2293.551684	12.60
1	Angola	4672.0	171.0	3.660103	0.000147	0.000005	31825295.0	24.713052	Lower middle income	9.463542e+10	6929.678158	21.55
2	Albania	13153.0	375.0	2.851061	0.004608	0.000131	2854191.0	104.612263	Upper middle income	1.527808e+10	14495.078514	11.40
3	Andorra	1836.0	53.0	2.886710	0.023800	0.000687	77142.0	163.842553	High income	3.154058e+09	NaN	7.60
4	United Arab Emirates	90618.0	411.0	0.453552	0.009275	0.000042	9770529.0	135.609110	High income	4.211423e+11	69900.877848	27.00
5	Argentina	702484.0	15543.0	2.212577	0.015632	0.000346	44938712.0	16.258510	Upper middle income	4.496634e+11	22947.139795	14.80
6	Armenia	49072.0	948.0	1.931855	0.016591	0.000321	2957731.0	103.680225	Upper middle income	1.367280e+10	14219.627709	7.15
7	Antigua and Barbuda	98.0	3.0	3.061224	0.001009	0.000031	97118.0	218.831818	High income	1.727759e+09	22816.452202	26.00
8	Australia	27040.0	872.0	3.224852	0.001066	0.000034	25364307.0	3.247871	High income	1.392681e+12	53320.269043	21.65
9	Austria	42214.0	787.0	1.864310	0.004755	0.000089	8877067.0	107.127967	High income	4.463147e+11	59110.562559	6.35

Last rows

	Country name	Confirmed cases	Deaths	Mortality rate	Normalized cases	Normalized deaths	Population	Density	Income group	GDP	GDP per cap	Temperature
172	Uruguay	1998.0	47.0	2.352352	0.000577	1.357701e-05	3461734.0	19.708028	High income	5.604591e+10	22454.657943	17.55
173	United States	7078039.0	204486.0	2.889021	0.021564	6.229780e-04	328239523.0	35.713622	High income	2.137442e+13	65118.358333	8.55
174	Uzbekistan	54819.0	452.0	0.824532	0.001632	1.346013e-05	33580650.0	77.470851	Lower middle income	5.792129e+10	7288.765626	12.05
175	St. Vincent and the Grenadines	64.0	0.0	0.000000	0.000579	0.000000e+00	110589.0	282.589744	Upper middle income	8.253852e+08	12982.896389	26.80
176	Venezuela, RB	71940.0	600.0	0.834028	0.002523	2.104095e-05	28515829.0	32.730792	Upper middle income	NaN	NaN	25.35
177	Vietnam	1069.0	35.0	3.274088	0.000011	3.628368e-07	96462106.0	308.125246	Lower middle income	2.619212e+11	8374.444328	24.45
178	Yemen, Rep.	2030.0	587.0	28.916256	0.000070	2.012899e-05	29161922.0	53.977853	Low income	NaN	NaN	23.85
179	South Africa	669498.0	16376.0	2.446012	0.011433	2.796531e-04	58558270.0	47.630120	Upper middle income	3.514316e+11	12999.120256	17.75
180	Zambia	14612.0	332.0	2.272105	0.000818	1.858795e-05	17861030.0	23.341479	Lower middle income	2.306472e+10	3623.699395	21.40
181	Zimbabwe	7803.0	227.0	2.909138	0.000533	1.549968e-05	14645468.0	37.324591	Lower middle income	2.144076e+10	2953.484113	21.00

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows